diff --git a/server/text_generation_server/models/flash_causal_lm.py b/server/text_generation_server/models/flash_causal_lm.py
index 4e5804f5134..d034d472157 100644
--- a/server/text_generation_server/models/flash_causal_lm.py
+++ b/server/text_generation_server/models/flash_causal_lm.py
@@ -991,6 +991,7 @@ def generate_token(
 
         if stopped:
             del batch
+            torch.cuda.empty_cache()
             # No need to return a batch if we know that all requests stopped
             return generations, None